{"id":"W1536030015","doi":"10.1128/9781555816629.ch10","title":"Bacteriophages in Industrial Food Processing: Incidence and Control in Industrial Fermentation","year":2014,"lang":"en","type":"book-chapter","venue":"ASM Press eBooks","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Biology; Bacteriophage; Lactococcus lactis; Bacteria; Microbiology; Streptococcus thermophilus; Lactococcus; Population; Fermentation; Escherichia coli; Lactobacillus; Food science; Genetics; Gene; Lactic acid","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002311782,0.0003563454,0.0004376285,0.0001202046,0.00007542333,0.0001500447,0.0002319943,0.0006085341,0.0003456333],"category_scores_gemma":[0.00002817609,0.0003668675,0.00005862589,0.00001538549,0.0002205359,0.0002214287,0.0002140409,0.0008397887,0.00002935049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002386875,"about_ca_system_score_gemma":0.00003677029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227112,"about_ca_topic_score_gemma":0.001586667,"domain_scores_codex":[0.9983026,0.00007080245,0.0005568214,0.0005579756,0.0002012099,0.0003106133],"domain_scores_gemma":[0.9992722,0.00006099816,0.0003381614,0.0002176506,0.00001037696,0.0001006356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001137039,0.0001471518,0.003637977,0.0001249945,0.0001158158,0.0001384892,0.002951359,0.00005950061,0.2322862,0.002485913,0.002225597,0.75469],"study_design_scores_gemma":[0.02662781,0.002118937,0.07435714,0.004318845,0.0004511695,0.0002108849,0.0001219679,0.0004717338,0.0136488,0.003006116,0.870564,0.004102598],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5139141,0.0001715659,0.00007791216,0.0001443867,0.0009961602,0.002527668,0.0001510119,0.00008504786,0.4819321],"genre_scores_gemma":[0.8925356,0.00002264123,0.00002972837,0.0001537309,0.0002405252,0.00007488779,0.00002291202,0.00004545321,0.1068745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8683384,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003023948435296,"score_gpt":0.2402844995341616,"score_spread":0.2002542600498086,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}